{
 "metadata": {
  "name": "",
  "signature": "sha256:9733e855fe9a1da482edf975c18e81dce647d9d28b2f7896a11c72c436817884"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Feature Extraction"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Load, plot, and play `simpleLoop.wav`:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import MonoLoader\n",
      "x = MonoLoader(filename='simpleLoop.wav')()\n",
      "print x.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(132300,)\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t = arange(len(x))/44100.0\n",
      "plot(t, x)\n",
      "xlabel('Time (seconds)')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "<matplotlib.text.Text at 0x3f49450>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEMCAYAAADDMN02AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x3f3df50>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import Audio\n",
      "Audio(x, rate=44100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "                <audio controls=\"controls\" >\n",
        "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
        "                    Your browser does not support the audio element.\n",
        "                </audio>\n",
        "              "
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "<IPython.lib.display.Audio at 0x3e4b710>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Windowing"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Before extracting features from a frame of audio, we first multiply the frame by a window, such as the Hamming window pictured below, to reduce artifacts caused by the edges of the frame."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(hamming(101))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "[<matplotlib.lines.Line2D at 0x569e510>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD9CAYAAAC2l2x5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x4426990>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "MFCCs"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Mel-frequency cepstral coefficients (MFCCs) are a set of features that describe the coarse overall shape of a spectrum but not the fine harmonic structure. MFCCs are often used to describe the timbre of a musical signal."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import MFCC, Spectrum, Windowing, FrameGenerator\n",
      "hamming_window = Windowing(type='hamming')\n",
      "spectrum = Spectrum()  # we just want the magnitude spectrum\n",
      "mfcc = MFCC()\n",
      "\n",
      "mfccs = array([mfcc(spectrum(hamming_window(frame)))[1]\n",
      "               for frame in FrameGenerator(x, frameSize=1024, hopSize=512)])\n",
      "print mfccs.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(260, 13)\n"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Display MFCCs over time:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(mfccs[:,1:].T, origin='lower', aspect='auto', interpolation='nearest') # Ignore the 0th MFCC\n",
      "yticks(range(12), range(1,13)) # Ignore the 0th MFCC\n",
      "ylabel('MFCC Coefficient Index')\n",
      "xlabel('Frame Index')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "<matplotlib.text.Text at 0x569ecd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEGCAYAAACAd+UpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyIuIRDEN8iIiUUyDvIhIFNMgLyISxf4/U1M+MF9LxvYAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x567c210>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Centroid"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "In Essentia, `centroid` can be used to compute either the temporal or spectral centroid of a frame."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from essentia.standard import Centroid, Spectrum, Windowing, FrameGenerator\n",
      "hamming_window = Windowing(type='hamming')\n",
      "spectrum = Spectrum()  # we just want the magnitude spectrum\n",
      "centroid = Centroid(range=22050)\n",
      "\n",
      "energy = array([centroid(spectrum(hamming_window(frame)))\n",
      "                for frame in FrameGenerator(x, frameSize=2048, hopSize=1024)])\n",
      "\n",
      "plot(energy)\n",
      "ylabel('Spectral Centroid')\n",
      "xlabel('Frame Index')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "<matplotlib.text.Text at 0x56b2050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEKCAYAAADTgGjXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQjhNQkQIIYTT/j9W9+55Vr80nQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x54b7650>"
       ]
      }
     ],
     "prompt_number": 7
    }
   ],
   "metadata": {}
  }
 ]
}